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    Fact-Check & Compliance Gate

    Fact-Check & Compliance Gate

    by PubsProToolkit

    A pre-publish audit gate to extract claims, verify facts, and flag compliance risks in public-facing content.

    Updated Jun 2026
    Security scanned
    Compatible with Claude Code

    $19

    · or 95 credits

    30-day refund guarantee

    Secure checkout via Stripe

    Included in download

    • Identify and fix hallucinated statistics in blog posts and articles.
    • Flag non-compliant health or financial claims in marketing materials.
    • file_read automation included
    • Ready for Compatible with Claude Code
    • Instant install

    Sample input

    Audit this snippet for a US-targeted Facebook ad: "Our supplement is the #1 doctor-recommended way to lose 20lbs in 30 days, guaranteed. Join 50,000 users today!" No sources provided.

    Sample output

    VERDICT: HOLD

    • [s1] "#1 doctor-recommended" — SUPERLATIVE, UNVERIFIED — Fix: Remove or cite a specific study.
    • [s1] "lose 20lbs in 30 days" — REGULATED, UNVERIFIED — Health claim lacks data and "results not typical" disclosure. Fix: Remove specific weight/time promise.
    • [s1] "guaranteed" — Fix: Remove.

    About This Skill

    What it does

    The Fact-Check & Compliance Gate acts as a rigorous quality assurance layer for AI-generated or human-written content. It systematically extracts factual, statistical, and comparative claims and audits them against provided source material or external benchmarks. The skill identifies hallucinated figures, unsupported superlatives, and non-compliant marketing language in materials like blog posts, landing pages, and ads.

    Why use this skill

    Prompting an AI to "be factual" is often insufficient, as LLMs can hallucinate citations or present opinions as facts. This skill is better because it follows a strict multi-step audit protocol: claim extraction, classification (e.g., Regulated, Comparative, Statistical), evidence grading, and risk flagging. It replaces vague feedback with a strict PUBLISH/REVISE/HOLD decision framework, ensuring your content meets legal and editorial standards before it reaches an audience.

    Supported content types

    • Marketing copy and cold emails (FTC/ASA compliance)
    • Scientific or technical blog posts
    • Financial and health-related product claims
    • PR announcements and press releases
    • Landing pages and App Store descriptions

    The output

    You receive a structured Fact-Check Report containing a final verdict, a list of critical fixes with line-level edit suggestions, specific warnings for unverified claims, and a concise summary of the risk profile.

    Use Cases

    • Identify and fix hallucinated statistics in blog posts and articles.
    • Flag non-compliant health or financial claims in marketing materials.
    • Validate superlative claims like "#1" or "Best" against provided sources.
    • Generate line-level edits to turn "Hold" decisions into "Publish" ready copy.

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    Security Scanned

    Passed automated security review

    Permissions

    Read Files

    Read-only. The skill reads the content under review and any source files the user supplies in order to verify claims. It does not write, execute, or access the network on its own.

    Compatible with Claude Code, Cursor, Codex CLI, and GitHub Copilot CLI, plus any SKILL.md-compatible agent. No dependencies or runtime required — a pure SKILL.md instruction set. Best results when the agent has read access to the source material backing the content's claims.

    Creator

    PubsProToolkit builds AI agent skills that bring regulated-industry rigor to written output. Created by a CMPP-certified medical writer with a PhD and 10+ years in pharma — covering clinical and scientific publishing, plus evidence-grounded QC for any agent.

    Frequently Asked Questions

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